{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-11-21T08:51:53.100226Z",
     "start_time": "2025-11-21T08:51:53.094171Z"
    }
   },
   "source": [
    "import os\n",
    "\n",
    "from matplotlib.pyplot import xlabel\n",
    "from setuptools.command.rotate import rotate\n",
    "from xlwings.utils import xlserial_to_datetime\n",
    "\n",
    "os.environ['IPYTHONDIR'] = './temp'\n",
    "os.environ[\"OMP_NUM_THREADS\"] = \"23\""
   ],
   "outputs": [],
   "execution_count": 24
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-21T08:51:53.119144Z",
     "start_time": "2025-11-21T08:51:53.114209Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import datetime as dt\n",
    "from wordcloud import WordCloud\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\",category=FutureWarning)\n",
    "warnings.filterwarnings(\"ignore\")"
   ],
   "id": "911886a277c668df",
   "outputs": [],
   "execution_count": 25
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-21T08:51:54.512937Z",
     "start_time": "2025-11-21T08:51:53.126695Z"
    }
   },
   "cell_type": "code",
   "source": [
    "base_path = './'\n",
    "files = os.listdir(base_path)\n",
    "for file in files:\n",
    "    if file.endswith(\".csv\"):\n",
    "        df = pd.read_csv(os.path.join(base_path, file))\n"
   ],
   "id": "9f5aa191ee840027",
   "outputs": [],
   "execution_count": 26
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-21T08:51:54.552240Z",
     "start_time": "2025-11-21T08:51:54.542466Z"
    }
   },
   "cell_type": "code",
   "source": [
    "print(\"Database loaded successfully\")\n",
    "print(f\"Shape{df.shape}\")\n",
    "print(df.head(10))"
   ],
   "id": "69b337e1ae0b919c",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Database loaded successfully\n",
      "Shape(1067371, 8)\n",
      "  Invoice StockCode                          Description  Quantity  \\\n",
      "0  489434     85048  15CM CHRISTMAS GLASS BALL 20 LIGHTS        12   \n",
      "1  489434    79323P                   PINK CHERRY LIGHTS        12   \n",
      "2  489434    79323W                  WHITE CHERRY LIGHTS        12   \n",
      "3  489434     22041         RECORD FRAME 7\" SINGLE SIZE         48   \n",
      "4  489434     21232       STRAWBERRY CERAMIC TRINKET BOX        24   \n",
      "5  489434     22064           PINK DOUGHNUT TRINKET POT         24   \n",
      "6  489434     21871                  SAVE THE PLANET MUG        24   \n",
      "7  489434     21523   FANCY FONT HOME SWEET HOME DOORMAT        10   \n",
      "8  489435     22350                            CAT BOWL         12   \n",
      "9  489435     22349       DOG BOWL , CHASING BALL DESIGN        12   \n",
      "\n",
      "           InvoiceDate  Price  Customer ID         Country  \n",
      "0  2009-12-01 07:45:00   6.95      13085.0  United Kingdom  \n",
      "1  2009-12-01 07:45:00   6.75      13085.0  United Kingdom  \n",
      "2  2009-12-01 07:45:00   6.75      13085.0  United Kingdom  \n",
      "3  2009-12-01 07:45:00   2.10      13085.0  United Kingdom  \n",
      "4  2009-12-01 07:45:00   1.25      13085.0  United Kingdom  \n",
      "5  2009-12-01 07:45:00   1.65      13085.0  United Kingdom  \n",
      "6  2009-12-01 07:45:00   1.25      13085.0  United Kingdom  \n",
      "7  2009-12-01 07:45:00   5.95      13085.0  United Kingdom  \n",
      "8  2009-12-01 07:46:00   2.55      13085.0  United Kingdom  \n",
      "9  2009-12-01 07:46:00   3.75      13085.0  United Kingdom  \n"
     ]
    }
   ],
   "execution_count": 27
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-21T08:51:54.824857Z",
     "start_time": "2025-11-21T08:51:54.578284Z"
    }
   },
   "cell_type": "code",
   "source": "df.info()",
   "id": "1b48af05943d9030",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1067371 entries, 0 to 1067370\n",
      "Data columns (total 8 columns):\n",
      " #   Column       Non-Null Count    Dtype  \n",
      "---  ------       --------------    -----  \n",
      " 0   Invoice      1067371 non-null  object \n",
      " 1   StockCode    1067371 non-null  object \n",
      " 2   Description  1062989 non-null  object \n",
      " 3   Quantity     1067371 non-null  int64  \n",
      " 4   InvoiceDate  1067371 non-null  object \n",
      " 5   Price        1067371 non-null  float64\n",
      " 6   Customer ID  824364 non-null   float64\n",
      " 7   Country      1067371 non-null  object \n",
      "dtypes: float64(2), int64(1), object(5)\n",
      "memory usage: 65.1+ MB\n"
     ]
    }
   ],
   "execution_count": 28
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-21T08:51:54.980036Z",
     "start_time": "2025-11-21T08:51:54.860541Z"
    }
   },
   "cell_type": "code",
   "source": "display(df.describe())",
   "id": "e603b1ee5173b0e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "           Quantity         Price    Customer ID\n",
       "count  1.067371e+06  1.067371e+06  824364.000000\n",
       "mean   9.938898e+00  4.649388e+00   15324.638504\n",
       "std    1.727058e+02  1.235531e+02    1697.464450\n",
       "min   -8.099500e+04 -5.359436e+04   12346.000000\n",
       "25%    1.000000e+00  1.250000e+00   13975.000000\n",
       "50%    3.000000e+00  2.100000e+00   15255.000000\n",
       "75%    1.000000e+01  4.150000e+00   16797.000000\n",
       "max    8.099500e+04  3.897000e+04   18287.000000"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Quantity</th>\n",
       "      <th>Price</th>\n",
       "      <th>Customer ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1.067371e+06</td>\n",
       "      <td>1.067371e+06</td>\n",
       "      <td>824364.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>9.938898e+00</td>\n",
       "      <td>4.649388e+00</td>\n",
       "      <td>15324.638504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.727058e+02</td>\n",
       "      <td>1.235531e+02</td>\n",
       "      <td>1697.464450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-8.099500e+04</td>\n",
       "      <td>-5.359436e+04</td>\n",
       "      <td>12346.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.250000e+00</td>\n",
       "      <td>13975.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000e+00</td>\n",
       "      <td>2.100000e+00</td>\n",
       "      <td>15255.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.000000e+01</td>\n",
       "      <td>4.150000e+00</td>\n",
       "      <td>16797.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>8.099500e+04</td>\n",
       "      <td>3.897000e+04</td>\n",
       "      <td>18287.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 29
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-21T08:51:55.241804Z",
     "start_time": "2025-11-21T08:51:55.011604Z"
    }
   },
   "cell_type": "code",
   "source": "display(df.isnull().sum())",
   "id": "a79a645e939d8d1f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Invoice             0\n",
       "StockCode           0\n",
       "Description      4382\n",
       "Quantity            0\n",
       "InvoiceDate         0\n",
       "Price               0\n",
       "Customer ID    243007\n",
       "Country             0\n",
       "dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 30
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-21T08:34:11.593267Z",
     "start_time": "2025-11-21T08:34:11.590528Z"
    }
   },
   "cell_type": "markdown",
   "source": "数据清洗",
   "id": "deca250ddc69b583"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-21T08:51:55.468994Z",
     "start_time": "2025-11-21T08:51:55.274719Z"
    }
   },
   "cell_type": "code",
   "source": [
    "df = df.dropna(subset=['Customer ID'])\n",
    "df = df[(df[\"Quantity\"] > 0) & (df[\"Price\"] > 0)]\n"
   ],
   "id": "a87f2a8ec6e2fc88",
   "outputs": [],
   "execution_count": 31
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-21T08:51:55.656242Z",
     "start_time": "2025-11-21T08:51:55.477746Z"
    }
   },
   "cell_type": "code",
   "source": [
    "df[\"InvoiceDate\"] = pd.to_datetime(df[\"InvoiceDate\"])\n",
    "df[\"Customer ID\"] = df[\"Customer ID\"].astype(int)\n",
    "df[\"totalSales\"] = df[\"Price\"] * df[\"Quantity\"]"
   ],
   "id": "79eafefadd64dca7",
   "outputs": [],
   "execution_count": 32
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-21T08:52:11.568361Z",
     "start_time": "2025-11-21T08:52:11.416651Z"
    }
   },
   "cell_type": "code",
   "source": "df.info()",
   "id": "83e4c730122507b9",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 805549 entries, 0 to 1067370\n",
      "Data columns (total 9 columns):\n",
      " #   Column       Non-Null Count   Dtype         \n",
      "---  ------       --------------   -----         \n",
      " 0   Invoice      805549 non-null  object        \n",
      " 1   StockCode    805549 non-null  object        \n",
      " 2   Description  805549 non-null  object        \n",
      " 3   Quantity     805549 non-null  int64         \n",
      " 4   InvoiceDate  805549 non-null  datetime64[ns]\n",
      " 5   Price        805549 non-null  float64       \n",
      " 6   Customer ID  805549 non-null  int64         \n",
      " 7   Country      805549 non-null  object        \n",
      " 8   totalSales   805549 non-null  float64       \n",
      "dtypes: datetime64[ns](1), float64(2), int64(2), object(4)\n",
      "memory usage: 61.5+ MB\n"
     ]
    }
   ],
   "execution_count": 34
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-21T08:59:22.004369Z",
     "start_time": "2025-11-21T08:59:21.507250Z"
    }
   },
   "cell_type": "code",
   "source": [
    "top_countries = df[\"Country\"].value_counts().head(20)\n",
    "sns.barplot(y = top_countries.index, x = top_countries.values,palette = \"viridis\")\n",
    "plt.title(\"1~20country\")\n",
    "plt.xlabel(\"Value\")\n",
    "plt.ylabel(\"Country\")\n",
    "plt.show()"
   ],
   "id": "873951d33b027812",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 37
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-21T09:00:14.160958Z",
     "start_time": "2025-11-21T09:00:13.527520Z"
    }
   },
   "cell_type": "code",
   "source": [
    "top_countries = df[\"Description\"].value_counts().head(20)\n",
    "sns.barplot(y = top_countries.index, x = top_countries.values,palette = \"viridis\")\n",
    "plt.title(\"1~20country\")\n",
    "plt.xlabel(\"Value\")\n",
    "plt.ylabel(\"Country\")\n",
    "plt.show()"
   ],
   "id": "8ee46c264bfae0f8",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 38
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-21T09:04:19.399091Z",
     "start_time": "2025-11-21T09:04:04.225143Z"
    }
   },
   "cell_type": "code",
   "source": [
    "text = \" \".join(df[\"Description\"].astype(str))\n",
    "wordcloud = WordCloud(width = 2000, height = 1000, background_color = \"white\").generate(text)\n",
    "plt.imshow(wordcloud,interpolation=\"bilinear\")\n",
    "plt.axis(\"off\")\n",
    "plt.title(\"PDW\")\n",
    "plt.show()"
   ],
   "id": "ba1dd45c6b44dd50",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 40
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-21T09:10:42.176991Z",
     "start_time": "2025-11-21T09:10:41.852969Z"
    }
   },
   "cell_type": "code",
   "source": [
    "country_sales = df.groupby(\"Country\")[\"totalSales\"].sum().sort_values(ascending = False).head(10)\n",
    "country_sales.plot(kind=\"bar\",color = \"red\")\n",
    "plt.title(\"T1CbTS\")\n",
    "plt.ylabel(\"Total Sales\")\n",
    "plt.show()"
   ],
   "id": "ed93d43ba8ab0b7",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 42
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-21T09:17:02.010724Z",
     "start_time": "2025-11-21T09:17:01.631789Z"
    }
   },
   "cell_type": "code",
   "source": [
    "df[\"Month\"] = df[\"InvoiceDate\"].dt.to_period(\"M\")\n",
    "monthly_sales = df.groupby(\"Month\")[\"totalSales\"].sum()\n",
    "monthly_sales.plot(marker = \"o\", color = \"red\")\n",
    "plt.title(\"Monthly Sales Trend\")\n",
    "plt.ylabel(\"Total Sales\")\n",
    "plt.xticks(rotation = 45)\n",
    "plt.show()"
   ],
   "id": "3c395b002d8d4460",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 44
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-21T09:21:30.793476Z",
     "start_time": "2025-11-21T09:21:30.473550Z"
    }
   },
   "cell_type": "code",
   "source": [
    "daily_sales = df.groupby(df[\"InvoiceDate\"].dt.date)[\"totalSales\"].sum()\n",
    "daily_sales.head(30)"
   ],
   "id": "98eb61c19192b396",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "InvoiceDate\n",
       "2009-12-01    44048.69\n",
       "2009-12-02    52941.99\n",
       "2009-12-03    67479.08\n",
       "2009-12-04    34064.41\n",
       "2009-12-05     9803.05\n",
       "2009-12-06    24580.72\n",
       "2009-12-07    33169.63\n",
       "2009-12-08    44804.34\n",
       "2009-12-09    31113.60\n",
       "2009-12-10    38806.36\n",
       "2009-12-11    39415.88\n",
       "2009-12-13    21711.46\n",
       "2009-12-14    51398.43\n",
       "2009-12-15    46914.58\n",
       "2009-12-16    37174.00\n",
       "2009-12-17    30345.89\n",
       "2009-12-18    31680.52\n",
       "2009-12-20    11423.33\n",
       "2009-12-21    15568.04\n",
       "2009-12-22    10702.74\n",
       "2009-12-23     9507.42\n",
       "2010-01-04    13450.54\n",
       "2010-01-05    19136.14\n",
       "2010-01-06     8740.69\n",
       "2010-01-07    73035.23\n",
       "2010-01-08    30317.80\n",
       "2010-01-10    23248.08\n",
       "2010-01-11    19685.34\n",
       "2010-01-12    38903.13\n",
       "2010-01-13    12409.99\n",
       "Name: totalSales, dtype: float64"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 46
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 45,
   "source": [
    "daily_sales.plot(color = \"blue\")\n",
    "plt.title(\"Daily Sales Trend\")\n",
    "plt.ylabel(\"Sales Amount\")\n",
    "plt.show()"
   ],
   "id": "1f8035fd4b7ba9c3"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-21T09:27:27.090051Z",
     "start_time": "2025-11-21T09:27:26.492050Z"
    }
   },
   "cell_type": "code",
   "source": [
    "df[\"Weekday\"] = df[\"InvoiceDate\"].dt.day_name()\n",
    "# 定义正确的星期顺序\n",
    "weekday_order = [\"Monday\", \"Tuesday\", \"Wednesday\", \"Thursday\", \"Friday\", \"Saturday\", \"Sunday\"]\n",
    "\n",
    "# 分组求和后按指定顺序重排\n",
    "weekday_sales = df.groupby(\"Weekday\")[\"totalSales\"].sum().reindex(weekday_order)\n",
    "weekday_sales.plot(kind=\"bar\",color = \"red\")\n",
    "plt.title(\"Weekday Sales Trend\")\n",
    "plt.ylabel(\"Sales Amount\")\n",
    "plt.show()"
   ],
   "id": "8b96ca56153a771d",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 49
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-21T09:38:29.404322Z",
     "start_time": "2025-11-21T09:38:28.209680Z"
    }
   },
   "cell_type": "code",
   "source": [
    "snapshot_date = df[\"InvoiceDate\"].max()+pd.Timedelta(days=1)\n",
    "rfm = df.groupby(\"Customer ID\").agg({\n",
    "    \"InvoiceDate\": lambda x: (snapshot_date - x.max()).days,\n",
    "    \"Invoice\":\"nunique\",\n",
    "    \"totalSales\": \"sum\"\n",
    "})\n",
    "rfm.rename(columns={\"InvoiceDate\":\"Recency\",\"Invoice\":\"Frequency\",\"totalSales\":\"Monetary\"},inplace=True)\n",
    "rfm"
   ],
   "id": "1667860180f16428",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "             Recency  Frequency  Monetary\n",
       "Customer ID                              \n",
       "12346            326         12  77556.46\n",
       "12347              2          8   5633.32\n",
       "12348             75          5   2019.40\n",
       "12349             19          4   4428.69\n",
       "12350            310          1    334.40\n",
       "...              ...        ...       ...\n",
       "18283              4         22   2736.65\n",
       "18284            432          1    461.68\n",
       "18285            661          1    427.00\n",
       "18286            477          2   1296.43\n",
       "18287             43          7   4182.99\n",
       "\n",
       "[5878 rows x 3 columns]"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Recency</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>Monetary</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Customer ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12346</th>\n",
       "      <td>326</td>\n",
       "      <td>12</td>\n",
       "      <td>77556.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12347</th>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>5633.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12348</th>\n",
       "      <td>75</td>\n",
       "      <td>5</td>\n",
       "      <td>2019.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12349</th>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>4428.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12350</th>\n",
       "      <td>310</td>\n",
       "      <td>1</td>\n",
       "      <td>334.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18283</th>\n",
       "      <td>4</td>\n",
       "      <td>22</td>\n",
       "      <td>2736.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18284</th>\n",
       "      <td>432</td>\n",
       "      <td>1</td>\n",
       "      <td>461.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18285</th>\n",
       "      <td>661</td>\n",
       "      <td>1</td>\n",
       "      <td>427.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18286</th>\n",
       "      <td>477</td>\n",
       "      <td>2</td>\n",
       "      <td>1296.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18287</th>\n",
       "      <td>43</td>\n",
       "      <td>7</td>\n",
       "      <td>4182.99</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5878 rows × 3 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 51
  }
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